How real projects configure their agents

2,016 repositories keep their own agent configuration in the open: a CLAUDE.md, a rules file, instructions for Copilot, a skill the project runs on itself. These are not mods to install. They are worth reading for what they reveal — what a maintainer thinks an agent gets wrong.

Building agents8,442Claude Code6,875Data and AI3,584Git and workflow3,574Backend and APIs3,550Languages3,468Planning3,315Code review2,876Testing2,653DevOps and cloud2,462Writing and docs2,461Memory and context2,373Research2,315Frontend2,301Security2,167Project management1,944

All Claude Code32,436 Codex24,692 OpenCode23,614 GitHub Copilot3,700 Gemini CLI2,016 Cursor1,769 Windsurf202 Kiro113

Project Stars Configures Files Always loaded
IgorGanapolsky/ThumbGate thumbgate.ai ThumbGate Pre-Action Checks self-improve from ranked lessons and repeated failures, hard-b 30 Claude Code, Codex, Gemini CLI, OpenCode 76 13,645 tok
skynetcmd/m3-memory Local-first memory backend for AI agents · 99.2% LongMemEval-S retrieval @ k=8 · Supports 30 Claude Code, Codex, Gemini CLI, OpenCode 4 3,266 tok
AgriciDaniel/sync Evidence-gated Claude and Codex council orchestration. 30 Claude Code, Codex, Gemini CLI, OpenCode 3 475 tok
gonzalop/wombatt A tool for monitoring batteries and inverters. 30 Gemini CLI 1 616 tok
CrowdStrike/fusion-skills crowdstrike.com AI coding assistant skills for building CrowdStrike Falcon Fusion workflows: action discov 29 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 3,463 tok
stevenAthompson/self-command stevenathompson.com An MCP tool that allows the Gemini CLI to send commands to itself, run very long commands 29 Gemini CLI 1 1,526 tok
nirholas/lyra-intel lyra-intel.modelcontextprotocol.name Lyra Intel is an intelligence platform designed to analyze repositories of any size - from 29 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 807 tok
igmarin/rails-agent-skills 28 Rails-specific skills + 9 workflow templates for agentic development. 29 Claude Code, Codex, Gemini CLI, OpenCode 3 236 tok
nirholas/ethereum-wallet-toolkit ethereum-wallet-toolkit.modelcontextprotocol.name Python toolkit for Ethereum wallets: CLI tools + Model Context Protocol (MCP) servers for 29 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 791 tok
galyarderlabs/galyarder-framework galyarderlabs.github.io Skills, commands, and integrations for AI coding agents. 29 Claude Code, Codex, Gemini CLI, OpenCode 3 2,380 tok
Lzh-xbccz/hermes-finance A multi-market financial analysis framework for AI Agents: MCP + Skills dual entry points, 29 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,649 tok
ArchSightLabs/archsight-aios Skills, workflows, and multi-agent toolkit for knowledge workers and AI R&D teams in the c 29 Claude Code, Codex, Gemini CLI, OpenCode 3 757 tok
PaulJPhilp/effect-cli-tui 29 Claude Code, Gemini CLI 2 8,970 tok
mralaminahamed/wp-dev-skills WordPress plugin development skills for AI coding agents — Claude Code, Gemini CLI, Cursor 28 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 3,376 tok
arbazkhan971/godmode Autonomous AI coding agent — 126 skills, 7 subagents, 5 platforms. Iterative optimization 28 Codex, Gemini CLI, OpenCode 2 8,946 tok
nirholas/lyra-web3-playground lyra.works Free Solidity compiler & Web3 IDE with interactive tutorials. Learn blockchain development 28 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 906 tok
savethepolarbears/jules-mcp-server Production-ready Model Context Protocol (MCP) server for Google Jules API. Enables autonom 28 Claude Code, Codex, Gemini CLI, OpenCode 3 1,176 tok
mnemoverse/mcp-memory-server mnemoverse.com Hosted persistent memory for AI agents over MCP. Tell it a recalled memory helped or misle 28 Codex, Gemini CLI, OpenCode 2 1,214 tok
orecus/faber The AI Architect for your codebase 28 Claude Code, Codex, Gemini CLI, OpenCode 3 3,013 tok
gemini-cli-extensions/observability Cloud Observability Gemini CLI Extension 27 Gemini CLI 1 537 tok
himorishige/hatago-mcp-hub hatago.dev Hatago MCP Hub is a lightweight hub server that provides unified management for multiple M 27 Claude Code, Codex, Gemini CLI, OpenCode 4 7,904 tok
vbarsoum1/llm-wiki-compiler Compile documents into a living Obsidian wiki. Any AI agent. Based on Karpathy's LLM Wiki 27 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,209 tok
nik1t7n/context-firewall Local-first context firewall for coding agents 27 Claude Code, Codex, Gemini CLI, OpenCode 3 358 tok
nirholas/lyra-registry lyra-registry.modelcontextprotocol.name Lyra Registry is a standalone API + MCP service that catalogs, scores, and serves metadata 27 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 864 tok
VoDaiLocz/kilo-kit-mcp glama.ai An MCP server for safer coding agents: skill routing, C4 workflow gates, memory checks, an 27 Claude Code, Codex, Gemini CLI, OpenCode 3 2,498 tok
jayvee/aigon aigon.build Aigon is a local, open-source, spec-first software-delivery orchestrator for coding agents 27 Claude Code, Codex, Gemini CLI, OpenCode 6 3,886 tok
derailed-dash/dazbo-agent-skills medium.com A collection of agentic skills developed for AI agents and assistants. These skills extend 27 Gemini CLI 1 834 tok
rustfs/launcher rustfs cross-platform launcher 27 Codex, Gemini CLI, OpenCode 2 1,326 tok
VonTerraProject501c3/slushpile An adversarial job search that gets better as it goes: pool-anchored fit scoring, a resume 27 Claude Code, Codex, Gemini CLI, OpenCode 3 14,227 tok
bgrenat/godot-game-dev-studio powehi.eu Portable Godot 4.7+ game-development skills for Codex, Claude Code, Cursor, and VS Code: G 27 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 961 tok
universal-mcp/universal-mcp Universal MCP acts as a middle ware for your API applications. It can store your credentia 26 Claude Code, Codex, Gemini CLI, OpenCode 3 683 tok
sgroy10/speclock sgroy10.github.io Action guardrails for AI coding agents — native Claude Code enforcement, MCP integrations, 26 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 6,035 tok
abdulrbasit/job-hunter Automate your job search — find listings, score fit, tailor your resume, and draft cover l 26 Claude Code, Codex, Gemini CLI, OpenCode 8 1,105 tok
nirholas/openbare openbare.xyz Decentralized web proxy network designed for censorship resistance, high availability. Dep 26 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 854 tok
nirholas/plugin.delivery plugin.delivery AI plugin marketplace. SDK, gateway & developer tools for building function-calling plugin 26 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 806 tok
nirholas/Binance-US-MCP A Model Context Protocol (MCP) server for Binance.US API. Provides standardized access to 26 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 861 tok
nirholas/x402-deploy x402-deploy.modelcontextprotocol.name Turn any API or MCP server into a paid service with x402 26 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 652 tok
jaimevalasek/aioson AI operating framework for hyper-personalized software. 26 Claude Code, Codex, Gemini CLI, OpenCode 59 1,860 tok
arozumenko/sdlc-skills SDLC agents and skills for Claude Code, Cursor, Windsurf, Copilot 26 Claude Code, Codex, Gemini CLI, OpenCode 3 5,459 tok
MattArtzAnthro/gephi-ai mattartz.me Extends Gephi with AI capabilities. Includes a Gephi plugin for graph analytics, an MCP se 26 Claude Code, Codex, Gemini CLI, OpenCode 3 2,932 tok
martinholovsky/SOTA-skills probably.group Engineering best practices that AI coding agents actually apply — 40+ skills, from secure 26 Claude Code, Codex, Gemini CLI, OpenCode 3 5,222 tok
aotemiao/artemis An out-of-the-box Spring Cloud microservices foundation with built-in DDD/COLA layering, o 26 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,757 tok
friendsofstrandseq/mosaicatcher-pipeline friendsofstrandseq.github.io Integrated workflow for SV calling from single-cell Strand-seq data 26 Claude Code, Gemini CLI 3 4,892 tok
loonghao/rez-next Experimental Rust rewrite of Rez package manager core components. Not for production use. 26 Claude Code, Codex, Gemini CLI, OpenCode 8 4,070 tok
MaxGhi8/HyperNOs 26 Gemini CLI 1 830 tok
thoreinstein/gemini-beads A Gemini CLI extension for Beads (bd). Adds graph-based task management, dependency tracki 25 Gemini CLI 1 473 tok
prompt-templates/-Legacy-ai-session-governance [Legacy] Harness engineering for AI session continuity — cross-tool handoff governance for 25 Claude Code, Codex, Gemini CLI, OpenCode 3 20,346 tok
ChronoAIProject/consensus-rnd A general-purpose consensus-based R&D skills library — a multi-perspective consensus-build 25 Claude Code, Codex, Gemini CLI, OpenCode 3 4,652 tok
MattArtzAnthro/AI-Anthropology-Toolkit The AI Anthropology Toolkit is a suite of computational anthropology tools designed to enh 25 Claude Code, Codex, Gemini CLI, OpenCode 3 4,766 tok
idoforgod/Vibe-learning-AgenticWorkflow Socratic AI Tutor Builder — 21-step agentic workflow for personalized education system 25 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 72 39,766 tok